Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 117 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 10.2 KiB |
| Average record size in memory | 89.1 B |
Variable types
| Numeric | 11 |
|---|
Yongsan-gu is highly correlated with Gwangjin-gu and 6 other fields | High correlation |
Gwangjin-gu is highly correlated with Yongsan-gu and 6 other fields | High correlation |
Seodaemun-gu is highly correlated with Yongsan-gu and 6 other fields | High correlation |
Yeongdeungpo-gu is highly correlated with Yongsan-gu and 6 other fields | High correlation |
Seocho-gu is highly correlated with Yongsan-gu and 6 other fields | High correlation |
CPI is highly correlated with Yongsan-gu and 6 other fields | High correlation |
BR is highly correlated with Yongsan-gu and 6 other fields | High correlation |
HL is highly correlated with Yongsan-gu and 6 other fields | High correlation |
Yongsan-gu is highly correlated with Gwangjin-gu and 6 other fields | High correlation |
Gwangjin-gu is highly correlated with Yongsan-gu and 6 other fields | High correlation |
Seodaemun-gu is highly correlated with Yongsan-gu and 6 other fields | High correlation |
Yeongdeungpo-gu is highly correlated with Yongsan-gu and 6 other fields | High correlation |
Seocho-gu is highly correlated with Yongsan-gu and 7 other fields | High correlation |
CPI is highly correlated with Yongsan-gu and 6 other fields | High correlation |
BR is highly correlated with Yongsan-gu and 6 other fields | High correlation |
ER is highly correlated with Seocho-gu | High correlation |
HL is highly correlated with Yongsan-gu and 6 other fields | High correlation |
Yongsan-gu is highly correlated with Gwangjin-gu and 5 other fields | High correlation |
Gwangjin-gu is highly correlated with Yongsan-gu and 6 other fields | High correlation |
Seodaemun-gu is highly correlated with Yongsan-gu and 6 other fields | High correlation |
Yeongdeungpo-gu is highly correlated with Yongsan-gu and 6 other fields | High correlation |
Seocho-gu is highly correlated with Yongsan-gu and 6 other fields | High correlation |
CPI is highly correlated with Yongsan-gu and 6 other fields | High correlation |
BR is highly correlated with Gwangjin-gu and 5 other fields | High correlation |
HL is highly correlated with Yongsan-gu and 6 other fields | High correlation |
ER is highly correlated with CPI and 5 other fields | High correlation |
CPI is highly correlated with ER and 9 other fields | High correlation |
Gwangjin-gu is highly correlated with CPI and 7 other fields | High correlation |
p2 is highly correlated with ER and 9 other fields | High correlation |
Yongsan-gu is highly correlated with CPI and 7 other fields | High correlation |
HL is highly correlated with ER and 9 other fields | High correlation |
CSI is highly correlated with CPI and 4 other fields | High correlation |
Seodaemun-gu is highly correlated with ER and 9 other fields | High correlation |
BR is highly correlated with ER and 9 other fields | High correlation |
Seocho-gu is highly correlated with ER and 8 other fields | High correlation |
Yeongdeungpo-gu is highly correlated with CPI and 7 other fields | High correlation |
Yeongdeungpo-gu has unique values | Unique |
Seocho-gu has unique values | Unique |
HL has unique values | Unique |
Reproduction
| Analysis started | 2021-12-06 12:59:06.780391 |
|---|---|
| Analysis finished | 2021-12-06 12:59:19.796653 |
| Duration | 13.02 seconds |
| Software version | pandas-profiling v3.0.0 |
| Download configuration | config.json |
| Distinct | 116 |
|---|---|
| Distinct (%) | 99.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1010014.88 |
| Minimum | 748152 |
|---|---|
| Maximum | 1722671 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 748152 |
|---|---|
| 5-th percentile | 750315.4 |
| Q1 | 788864 |
| median | 833212 |
| Q3 | 1366066 |
| 95-th percentile | 1431577.6 |
| Maximum | 1722671 |
| Range | 974519 |
| Interquartile range (IQR) | 577202 |
Descriptive statistics
| Standard deviation | 286704.1786 |
|---|---|
| Coefficient of variation (CV) | 0.2838613413 |
| Kurtosis | -0.9703167733 |
| Mean | 1010014.88 |
| Median Absolute Deviation (MAD) | 79954 |
| Skewness | 0.757348358 |
| Sum | 118171741 |
| Variance | 8.219928605 × 1010 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 750879 | 2 | 1.7% |
| 802303 | 1 | 0.9% |
| 1374816 | 1 | 0.9% |
| 1421012 | 1 | 0.9% |
| 819015 | 1 | 0.9% |
| 765000 | 1 | 0.9% |
| 1389780 | 1 | 0.9% |
| 785485 | 1 | 0.9% |
| 1129295 | 1 | 0.9% |
| 1365632 | 1 | 0.9% |
| Other values (106) | 106 |
| Value | Count | Frequency (%) |
| 748152 | 1 | |
| 748606 | 1 | |
| 748667 | 1 | |
| 749530 | 1 | |
| 750030 | 1 | |
| 750121 | 1 | |
| 750364 | 1 | |
| 750652 | 1 | |
| 750879 | 2 | |
| 751939 | 1 |
| Value | Count | Frequency (%) |
| 1722671 | 1 | |
| 1707042 | 1 | |
| 1691671 | 1 | |
| 1445073 | 1 | |
| 1439390 | 1 | |
| 1434768 | 1 | |
| 1430780 | 1 | |
| 1427366 | 1 | |
| 1421012 | 1 | |
| 1416951 | 1 |
| Distinct | 115 |
|---|---|
| Distinct (%) | 98.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 758415.5214 |
| Minimum | 600697 |
|---|---|
| Maximum | 1245636 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 600697 |
|---|---|
| 5-th percentile | 601978.6 |
| Q1 | 630606 |
| median | 666576 |
| Q3 | 896553 |
| 95-th percentile | 1053724 |
| Maximum | 1245636 |
| Range | 644939 |
| Interquartile range (IQR) | 265947 |
Descriptive statistics
| Standard deviation | 170856.3674 |
|---|---|
| Coefficient of variation (CV) | 0.225280684 |
| Kurtosis | 0.01172107329 |
| Mean | 758415.5214 |
| Median Absolute Deviation (MAD) | 62879 |
| Skewness | 1.060532378 |
| Sum | 88734616 |
| Variance | 2.919189829 × 1010 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 666091 | 2 | 1.7% |
| 668379 | 2 | 1.7% |
| 1032220 | 1 | 0.9% |
| 794197 | 1 | 0.9% |
| 916039 | 1 | 0.9% |
| 612424 | 1 | 0.9% |
| 1025866 | 1 | 0.9% |
| 806987 | 1 | 0.9% |
| 654924 | 1 | 0.9% |
| 615758 | 1 | 0.9% |
| Other values (105) | 105 |
| Value | Count | Frequency (%) |
| 600697 | 1 | |
| 600879 | 1 | |
| 601015 | 1 | |
| 601288 | 1 | |
| 601515 | 1 | |
| 601773 | 1 | |
| 602030 | 1 | |
| 602106 | 1 | |
| 602409 | 1 | |
| 602576 | 1 |
| Value | Count | Frequency (%) |
| 1245636 | 1 | |
| 1241414 | 1 | |
| 1234964 | 1 | |
| 1063805 | 1 | |
| 1059476 | 1 | |
| 1056524 | 1 | |
| 1053024 | 1 | |
| 1047439 | 1 | |
| 1038378 | 1 | |
| 1034524 | 1 |
| Distinct | 115 |
|---|---|
| Distinct (%) | 98.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 469225.0513 |
| Minimum | 354286 |
|---|---|
| Maximum | 923718 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 354286 |
|---|---|
| 5-th percentile | 357631.2 |
| Q1 | 363414 |
| median | 391286 |
| Q3 | 607619 |
| 95-th percentile | 666736.8 |
| Maximum | 923718 |
| Range | 569432 |
| Interquartile range (IQR) | 244205 |
Descriptive statistics
| Standard deviation | 137039.1651 |
|---|---|
| Coefficient of variation (CV) | 0.2920542386 |
| Kurtosis | 0.9679412703 |
| Mean | 469225.0513 |
| Median Absolute Deviation (MAD) | 33029 |
| Skewness | 1.219018977 |
| Sum | 54899331 |
| Variance | 1.877973277 × 1010 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 361271 | 2 | 1.7% |
| 644891 | 2 | 1.7% |
| 611583 | 1 | 0.9% |
| 357714 | 1 | 0.9% |
| 362814 | 1 | 0.9% |
| 359743 | 1 | 0.9% |
| 610369 | 1 | 0.9% |
| 608321 | 1 | 0.9% |
| 373829 | 1 | 0.9% |
| 614726 | 1 | 0.9% |
| Other values (105) | 105 |
| Value | Count | Frequency (%) |
| 354286 | 1 | |
| 354571 | 1 | |
| 356157 | 1 | |
| 356643 | 1 | |
| 356914 | 1 | |
| 357300 | 1 | |
| 357714 | 1 | |
| 357771 | 1 | |
| 357814 | 1 | |
| 357871 | 1 |
| Value | Count | Frequency (%) |
| 923718 | 1 | |
| 919218 | 1 | |
| 914506 | 1 | |
| 672652 | 1 | |
| 668935 | 1 | |
| 667728 | 1 | |
| 666489 | 1 | |
| 664859 | 1 | |
| 662261 | 1 | |
| 660500 | 1 |
Yeongdeungpo-gu
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONUNIQUE| Distinct | 117 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 612587.6325 |
| Minimum | 472469 |
|---|---|
| Maximum | 1156448 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 472469 |
|---|---|
| 5-th percentile | 478137.6 |
| Q1 | 493823 |
| median | 534660 |
| Q3 | 771306 |
| 95-th percentile | 840372.8 |
| Maximum | 1156448 |
| Range | 683979 |
| Interquartile range (IQR) | 277483 |
Descriptive statistics
| Standard deviation | 155579.1849 |
|---|---|
| Coefficient of variation (CV) | 0.2539704961 |
| Kurtosis | 1.620314279 |
| Mean | 612587.6325 |
| Median Absolute Deviation (MAD) | 52756 |
| Skewness | 1.376499191 |
| Sum | 71672753 |
| Variance | 2.420488278 × 1010 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 493823 | 1 | 0.9% |
| 473958 | 1 | 0.9% |
| 489803 | 1 | 0.9% |
| 492112 | 1 | 0.9% |
| 772435 | 1 | 0.9% |
| 558677 | 1 | 0.9% |
| 534104 | 1 | 0.9% |
| 790361 | 1 | 0.9% |
| 481628 | 1 | 0.9% |
| 490333 | 1 | 0.9% |
| Other values (107) | 107 |
| Value | Count | Frequency (%) |
| 472469 | 1 | |
| 473958 | 1 | |
| 477167 | 1 | |
| 477250 | 1 | |
| 477490 | 1 | |
| 477896 | 1 | |
| 478198 | 1 | |
| 478458 | 1 | |
| 479385 | 1 | |
| 479436 | 1 |
| Value | Count | Frequency (%) |
| 1156448 | 1 | |
| 1147357 | 1 | |
| 1139713 | 1 | |
| 856695 | 1 | |
| 848780 | 1 | |
| 843220 | 1 | |
| 839661 | 1 | |
| 835983 | 1 | |
| 829424 | 1 | |
| 827110 | 1 |
| Distinct | 117 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1224937.12 |
| Minimum | 877917 |
|---|---|
| Maximum | 2035696 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 877917 |
|---|---|
| 5-th percentile | 883555.6 |
| Q1 | 921460 |
| median | 1059526 |
| Q3 | 1527799 |
| 95-th percentile | 1809863.2 |
| Maximum | 2035696 |
| Range | 1157779 |
| Interquartile range (IQR) | 606339 |
Descriptive statistics
| Standard deviation | 345111.9507 |
|---|---|
| Coefficient of variation (CV) | 0.2817385033 |
| Kurtosis | -0.8670243938 |
| Mean | 1224937.12 |
| Median Absolute Deviation (MAD) | 170822 |
| Skewness | 0.7421564445 |
| Sum | 143317643 |
| Variance | 1.191022585 × 1011 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1106684 | 1 | 0.9% |
| 886519 | 1 | 0.9% |
| 883009 | 1 | 0.9% |
| 1029954 | 1 | 0.9% |
| 1776966 | 1 | 0.9% |
| 941129 | 1 | 0.9% |
| 1771322 | 1 | 0.9% |
| 1818192 | 1 | 0.9% |
| 1306195 | 1 | 0.9% |
| 1750110 | 1 | 0.9% |
| Other values (107) | 107 |
| Value | Count | Frequency (%) |
| 877917 | 1 | |
| 880620 | 1 | |
| 882104 | 1 | |
| 883009 | 1 | |
| 883085 | 1 | |
| 883250 | 1 | |
| 883632 | 1 | |
| 885274 | 1 | |
| 886519 | 1 | |
| 886546 | 1 |
| Value | Count | Frequency (%) |
| 2035696 | 1 | |
| 2006381 | 1 | |
| 1983714 | 1 | |
| 1873390 | 1 | |
| 1834199 | 1 | |
| 1818192 | 1 | |
| 1807781 | 1 | |
| 1797521 | 1 | |
| 1783411 | 1 | |
| 1776966 | 1 |
| Distinct | 14 |
|---|---|
| Distinct (%) | 12.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 107.4358974 |
| Minimum | 100 |
|---|---|
| Maximum | 113 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 100 |
|---|---|
| 5-th percentile | 101 |
| Q1 | 105 |
| median | 108 |
| Q3 | 110 |
| 95-th percentile | 112 |
| Maximum | 113 |
| Range | 13 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.516916301 |
|---|---|
| Coefficient of variation (CV) | 0.03273502046 |
| Kurtosis | -0.8040670564 |
| Mean | 107.4358974 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -0.3929520071 |
| Sum | 12570 |
| Variance | 12.36870027 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=14)
| Value | Count | Frequency (%) |
| 105 | 19 | |
| 110 | 15 | |
| 111 | 13 | |
| 109 | 12 | |
| 112 | 10 | |
| 107 | 9 | |
| 106 | 8 | |
| 108 | 7 | 6.0% |
| 102 | 7 | 6.0% |
| 113 | 4 | 3.4% |
| Other values (4) | 13 |
| Value | Count | Frequency (%) |
| 100 | 4 | 3.4% |
| 101 | 4 | 3.4% |
| 102 | 7 | 6.0% |
| 103 | 3 | 2.6% |
| 104 | 2 | 1.7% |
| 105 | 19 | |
| 106 | 8 | |
| 107 | 9 | |
| 108 | 7 | 6.0% |
| 109 | 12 |
| Value | Count | Frequency (%) |
| 113 | 4 | 3.4% |
| 112 | 10 | |
| 111 | 13 | |
| 110 | 15 | |
| 109 | 12 | |
| 108 | 7 | 6.0% |
| 107 | 9 | |
| 106 | 8 | |
| 105 | 19 | |
| 104 | 2 | 1.7% |
| Distinct | 69 |
|---|---|
| Distinct (%) | 59.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 101.8948718 |
| Minimum | 96.2 |
|---|---|
| Maximum | 108.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 96.2 |
|---|---|
| 5-th percentile | 96.68 |
| Q1 | 99.3 |
| median | 101.6 |
| Q3 | 104.9 |
| 95-th percentile | 107.24 |
| Maximum | 108.8 |
| Range | 12.6 |
| Interquartile range (IQR) | 5.6 |
Descriptive statistics
| Standard deviation | 3.31355227 |
|---|---|
| Coefficient of variation (CV) | 0.03251932322 |
| Kurtosis | -1.168126241 |
| Mean | 101.8948718 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.04401183517 |
| Sum | 11921.7 |
| Variance | 10.97962865 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 104.9 | 6 | 5.1% |
| 105.5 | 5 | 4.3% |
| 100.8 | 4 | 3.4% |
| 99.7 | 3 | 2.6% |
| 103.4 | 3 | 2.6% |
| 104.7 | 3 | 2.6% |
| 99.3 | 3 | 2.6% |
| 96.6 | 3 | 2.6% |
| 100.1 | 3 | 2.6% |
| 102.6 | 3 | 2.6% |
| Other values (59) | 81 |
| Value | Count | Frequency (%) |
| 96.2 | 1 | 0.9% |
| 96.4 | 1 | 0.9% |
| 96.5 | 1 | 0.9% |
| 96.6 | 3 | |
| 96.7 | 1 | 0.9% |
| 96.8 | 1 | 0.9% |
| 97 | 1 | 0.9% |
| 97.2 | 1 | 0.9% |
| 97.3 | 1 | 0.9% |
| 97.5 | 1 | 0.9% |
| Value | Count | Frequency (%) |
| 108.8 | 1 | |
| 108.3 | 1 | |
| 107.6 | 1 | |
| 107.5 | 1 | |
| 107.4 | 2 | |
| 107.2 | 1 | |
| 107 | 1 | |
| 106.5 | 1 | |
| 106.2 | 1 | |
| 105.8 | 2 |
| Distinct | 11 |
|---|---|
| Distinct (%) | 9.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.688034188 |
| Minimum | 0.5 |
|---|---|
| Maximum | 3.25 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 0.5 |
|---|---|
| 5-th percentile | 0.5 |
| Q1 | 1.25 |
| median | 1.5 |
| Q3 | 2.5 |
| 95-th percentile | 3.05 |
| Maximum | 3.25 |
| Range | 2.75 |
| Interquartile range (IQR) | 1.25 |
Descriptive statistics
| Standard deviation | 0.7690861565 |
|---|---|
| Coefficient of variation (CV) | 0.4556105332 |
| Kurtosis | -0.6375932648 |
| Mean | 1.688034188 |
| Median Absolute Deviation (MAD) | 0.25 |
| Skewness | 0.3100159763 |
| Sum | 197.5 |
| Variance | 0.5914935161 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 1.5 | 27 | |
| 1.25 | 22 | |
| 0.5 | 15 | |
| 2.5 | 15 | |
| 1.75 | 11 | |
| 2.75 | 7 | 6.0% |
| 3.25 | 6 | 5.1% |
| 2 | 5 | 4.3% |
| 0.75 | 4 | 3.4% |
| 3 | 3 | 2.6% |
| Value | Count | Frequency (%) |
| 0.5 | 15 | |
| 0.75 | 4 | 3.4% |
| 1.25 | 22 | |
| 1.5 | 27 | |
| 1.75 | 11 | |
| 2 | 5 | 4.3% |
| 2.25 | 2 | 1.7% |
| 2.5 | 15 | |
| 2.75 | 7 | 6.0% |
| 3 | 3 | 2.6% |
| Value | Count | Frequency (%) |
| 3.25 | 6 | 5.1% |
| 3 | 3 | 2.6% |
| 2.75 | 7 | 6.0% |
| 2.5 | 15 | |
| 2.25 | 2 | 1.7% |
| 2 | 5 | 4.3% |
| 1.75 | 11 | |
| 1.5 | 27 | |
| 1.25 | 22 | |
| 0.75 | 4 | 3.4% |
| Distinct | 116 |
|---|---|
| Distinct (%) | 99.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1127.313761 |
| Minimum | 1019.36 |
|---|---|
| Maximum | 1228.67 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 1019.36 |
|---|---|
| 5-th percentile | 1054.246 |
| Q1 | 1095.13 |
| median | 1125.9 |
| Q3 | 1161.64 |
| 95-th percentile | 1203.132 |
| Maximum | 1228.67 |
| Range | 209.31 |
| Interquartile range (IQR) | 66.51 |
Descriptive statistics
| Standard deviation | 46.76366208 |
|---|---|
| Coefficient of variation (CV) | 0.04148238379 |
| Kurtosis | -0.273503327 |
| Mean | 1127.313761 |
| Median Absolute Deviation (MAD) | 33.1 |
| Skewness | -0.08402309608 |
| Sum | 131895.71 |
| Variance | 2186.840091 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1125.28 | 2 | 1.7% |
| 1171.51 | 1 | 0.9% |
| 1131.59 | 1 | 0.9% |
| 1183.29 | 1 | 0.9% |
| 1062.82 | 1 | 0.9% |
| 1111.68 | 1 | 0.9% |
| 1132.73 | 1 | 0.9% |
| 1105.04 | 1 | 0.9% |
| 1125.9 | 1 | 0.9% |
| 1184.76 | 1 | 0.9% |
| Other values (106) | 106 |
| Value | Count | Frequency (%) |
| 1019.36 | 1 | |
| 1019.93 | 1 | |
| 1024.99 | 1 | |
| 1025.36 | 1 | |
| 1033.24 | 1 | |
| 1044.55 | 1 | |
| 1056.67 | 1 | |
| 1060.28 | 1 | |
| 1062.82 | 1 | |
| 1064.75 | 1 |
| Value | Count | Frequency (%) |
| 1228.67 | 1 | |
| 1225.23 | 1 | |
| 1220.09 | 1 | |
| 1217.35 | 1 | |
| 1210.01 | 1 | |
| 1208.98 | 1 | |
| 1201.67 | 1 | |
| 1198.9 | 1 | |
| 1197.55 | 1 | |
| 1193.79 | 1 |
| Distinct | 117 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 890749.1855 |
| Minimum | 636200.9 |
|---|---|
| Maximum | 1248662.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 636200.9 |
|---|---|
| 5-th percentile | 647212.9 |
| Q1 | 705225.9 |
| median | 903488.8 |
| Q3 | 1040219.5 |
| 95-th percentile | 1200866.56 |
| Maximum | 1248662.8 |
| Range | 612461.9 |
| Interquartile range (IQR) | 334993.6 |
Descriptive statistics
| Standard deviation | 186332.5512 |
|---|---|
| Coefficient of variation (CV) | 0.209186328 |
| Kurtosis | -1.259799576 |
| Mean | 890749.1855 |
| Median Absolute Deviation (MAD) | 165326.5 |
| Skewness | 0.1805611281 |
| Sum | 104217654.7 |
| Variance | 3.471981965 × 1010 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 912946.4 | 1 | 0.9% |
| 667545.9 | 1 | 0.9% |
| 873305.7 | 1 | 0.9% |
| 929148.3 | 1 | 0.9% |
| 941743.1 | 1 | 0.9% |
| 1034535 | 1 | 0.9% |
| 690570.9 | 1 | 0.9% |
| 812360 | 1 | 0.9% |
| 1149710.3 | 1 | 0.9% |
| 717236 | 1 | 0.9% |
| Other values (107) | 107 |
| Value | Count | Frequency (%) |
| 636200.9 | 1 | |
| 637123.8 | 1 | |
| 637211.6 | 1 | |
| 639583.9 | 1 | |
| 642741.1 | 1 | |
| 645854.9 | 1 | |
| 647552.4 | 1 | |
| 648512.3 | 1 | |
| 649818.9 | 1 | |
| 651132.8 | 1 |
| Value | Count | Frequency (%) |
| 1248662.8 | 1 | |
| 1240150.7 | 1 | |
| 1232276.9 | 1 | |
| 1219371.2 | 1 | |
| 1216813.4 | 1 | |
| 1212641.6 | 1 | |
| 1197922.8 | 1 | |
| 1190056.7 | 1 | |
| 1181802.1 | 1 | |
| 1173695.4 | 1 |
| Distinct | 100 |
|---|---|
| Distinct (%) | 85.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 118.9196581 |
| Minimum | 91.8 |
|---|---|
| Maximum | 139.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 91.8 |
|---|---|
| 5-th percentile | 96.1 |
| Q1 | 111.2 |
| median | 119.2 |
| Q3 | 128.5 |
| 95-th percentile | 136.84 |
| Maximum | 139.7 |
| Range | 47.9 |
| Interquartile range (IQR) | 17.3 |
Descriptive statistics
| Standard deviation | 11.83286073 |
|---|---|
| Coefficient of variation (CV) | 0.09950298306 |
| Kurtosis | -0.5419312636 |
| Mean | 118.9196581 |
| Median Absolute Deviation (MAD) | 8.7 |
| Skewness | -0.3612404601 |
| Sum | 13913.6 |
| Variance | 140.016593 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 109.8 | 3 | 2.6% |
| 117.1 | 2 | 1.7% |
| 126.2 | 2 | 1.7% |
| 131.9 | 2 | 1.7% |
| 106.3 | 2 | 1.7% |
| 114.8 | 2 | 1.7% |
| 119.2 | 2 | 1.7% |
| 127.9 | 2 | 1.7% |
| 129.5 | 2 | 1.7% |
| 128.8 | 2 | 1.7% |
| Other values (90) | 96 |
| Value | Count | Frequency (%) |
| 91.8 | 1 | |
| 92.1 | 1 | |
| 93 | 1 | |
| 93.5 | 1 | |
| 93.9 | 1 | |
| 94.5 | 1 | |
| 96.5 | 1 | |
| 98.6 | 1 | |
| 102.2 | 1 | |
| 102.3 | 1 |
| Value | Count | Frequency (%) |
| 139.7 | 1 | |
| 139.4 | 1 | |
| 138.9 | 1 | |
| 138.7 | 1 | |
| 138.1 | 1 | |
| 137.8 | 1 | |
| 136.6 | 1 | |
| 136.2 | 1 | |
| 134.1 | 1 | |
| 133.9 | 1 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| Yongsan-gu | Gwangjin-gu | Seodaemun-gu | Yeongdeungpo-gu | Seocho-gu | p2 | CPI | BR | ER | HL | CSI | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 852152 | 666091 | 371135 | 541840 | 972183 | 100 | 96.2 | 3.25 | 1145.85 | 636200.9 | 106.3 |
| 1 | 851318 | 666091 | 369135 | 541255 | 961583 | 100 | 96.5 | 3.25 | 1123.35 | 637211.6 | 109.9 |
| 2 | 846970 | 664576 | 368206 | 537500 | 962170 | 100 | 96.6 | 3.25 | 1125.90 | 637123.8 | 104.5 |
| 3 | 845758 | 662879 | 368278 | 535787 | 953635 | 100 | 96.6 | 3.25 | 1135.55 | 639583.9 | 104.0 |
| 4 | 845439 | 660758 | 367049 | 534660 | 949120 | 101 | 96.7 | 3.25 | 1154.27 | 642741.1 | 105.0 |
| 5 | 843879 | 657576 | 366135 | 530277 | 941129 | 101 | 96.6 | 3.25 | 1165.51 | 645854.9 | 93.0 |
| 6 | 841500 | 655909 | 364492 | 524787 | 932102 | 101 | 96.4 | 3.00 | 1143.36 | 647552.4 | 96.5 |
| 7 | 835667 | 654318 | 363492 | 517926 | 927546 | 101 | 96.8 | 3.00 | 1131.69 | 649818.9 | 102.9 |
| 8 | 829803 | 651439 | 360849 | 512574 | 925111 | 102 | 97.5 | 3.00 | 1124.78 | 648512.3 | 106.5 |
| 9 | 821242 | 647530 | 357978 | 507904 | 922866 | 102 | 97.3 | 2.75 | 1106.93 | 651132.8 | 109.8 |
Last rows
| Yongsan-gu | Gwangjin-gu | Seodaemun-gu | Yeongdeungpo-gu | Seocho-gu | p2 | CPI | BR | ER | HL | CSI | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 107 | 1416951 | 1034524 | 660500 | 827110 | 1771322 | 105 | 105.7 | 0.50 | 1095.13 | 1173695.4 | 130.8 |
| 108 | 1421012 | 1038378 | 662261 | 829424 | 1783411 | 105 | 106.5 | 0.50 | 1097.49 | 1181802.1 | 129.1 |
| 109 | 1427366 | 1047439 | 664859 | 835983 | 1797521 | 105 | 107.0 | 0.50 | 1111.72 | 1190056.7 | 124.7 |
| 110 | 1430780 | 1053024 | 666489 | 839661 | 1807781 | 105 | 107.2 | 0.50 | 1131.02 | 1197922.8 | 116.6 |
| 111 | 1434768 | 1056524 | 667728 | 843220 | 1818192 | 105 | 107.4 | 0.50 | 1119.40 | 1216813.4 | 117.1 |
| 112 | 1439390 | 1059476 | 668935 | 848780 | 1834199 | 105 | 107.5 | 0.50 | 1123.28 | 1212641.6 | 124.1 |
| 113 | 1445073 | 1063805 | 672652 | 856695 | 1873390 | 105 | 107.4 | 0.50 | 1121.30 | 1219371.2 | 127.9 |
| 114 | 1691671 | 1234964 | 914506 | 1139713 | 1983714 | 106 | 107.6 | 0.50 | 1143.98 | 1232276.9 | 130.7 |
| 115 | 1707042 | 1241414 | 919218 | 1147357 | 2006381 | 106 | 108.3 | 0.75 | 1160.34 | 1240150.7 | 132.9 |
| 116 | 1722671 | 1245636 | 923718 | 1156448 | 2035696 | 106 | 108.8 | 0.75 | 1169.54 | 1248662.8 | 129.5 |